{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Paper Figure 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/qd/f1n8t0d976g6wkh90qcr60vm00ccf3/T/ipykernel_85721/3991341014.py:1: DtypeWarning: Columns (5) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  bloc_ft = pd.read_csv('data/bloc.csv')\n"
     ]
    }
   ],
   "source": [
    "bloc_ft = pd.read_csv('data/bloc.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import scipy.stats\n",
    "\n",
    "data = bloc_ft\n",
    "\n",
    "\n",
    "countries = ['BRICS', 'France', 'Kazakhstan', 'NATO', 'Turkey', 'Britain', 'USA', 'Vietnam', 'Israel', 'EU', 'Germany', 'INDIA']\n",
    "\n",
    "def plot_sentiment_with_confidence(data, side, additional_country=None):\n",
    "    plt.figure(figsize=(12, 6))\n",
    "\n",
    "    sentiments = []\n",
    "    confidence_intervals = []\n",
    "\n",
    "    for country in countries:\n",
    "        country_data = data[(data[country] == 1) & (data['Side'] == side)]\n",
    "        if additional_country:\n",
    "            if additional_country == 'Russia' and country == 'BRICS':\n",
    "                russia_data = data[(data[country] == 1) & (data['Side'] == 'China')]\n",
    "                mean_sentiment_russia = russia_data['sentiment_ft'].mean()\n",
    "                se_russia = scipy.stats.sem(russia_data['sentiment_ft'])  \n",
    "                h_russia = se_russia * scipy.stats.t.ppf((1 + 0.95) / 2., len(russia_data)-1)  \n",
    "                sentiments.append(('Russia', mean_sentiment_russia))\n",
    "                confidence_intervals.append(('Russia', h_russia))\n",
    "            if additional_country == 'China' and country == 'BRICS':\n",
    "                china_data = data[(data[country] == 1) & (data['Side'] == 'Russia')]\n",
    "                mean_sentiment_china = china_data['sentiment_ft'].mean()\n",
    "                se_china = scipy.stats.sem(china_data['sentiment_ft'])  \n",
    "                h_china = se_china * scipy.stats.t.ppf((1 + 0.95) / 2., len(china_data)-1)  \n",
    "                sentiments.append(('China', mean_sentiment_china))\n",
    "                confidence_intervals.append(('China', h_china))\n",
    "\n",
    "        country_data = country_data[country_data[countries].sum(axis=1) == 1]\n",
    "        mean_sentiment = country_data['sentiment_ft'].mean()\n",
    "        se = scipy.stats.sem(country_data['sentiment_ft'])  \n",
    "        h = se * scipy.stats.t.ppf((1 + 0.95) / 2., len(country_data)-1)  \n",
    "        sentiments.append((country, mean_sentiment))\n",
    "        confidence_intervals.append((country, h))\n",
    "\n",
    "\n",
    "    sentiments.sort(key=lambda x: x[1])\n",
    "    sorted_countries, sorted_sentiments = zip(*sentiments)\n",
    "    _, sorted_intervals = zip(*sorted(confidence_intervals, key=lambda x: x[1]))\n",
    "\n",
    "    colors = ['#02c39a' if country == additional_country else '#5773CCFF' if s >= 0 else '#FFB900FF' \n",
    "              for country, s in sentiments]\n",
    "    \n",
    "    y_positions = np.arange(len(sorted_countries))\n",
    "\n",
    "    plt.barh(y_positions, sorted_sentiments, color=colors, xerr=sorted_intervals, capsize=5)\n",
    "    plt.yticks(y_positions, sorted_countries)\n",
    "    \n",
    "    plt.title(f\"Media Coverage Sentiment in {side} with 95% Confidence Intervals\")\n",
    "    plt.xlabel('Sentiment Score')\n",
    "    plt.axvline(0, color='black', linewidth=0.5)\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "plot_sentiment_with_confidence(data, 'China', additional_country='Russia')\n",
    "plot_sentiment_with_confidence(data, 'Russia', additional_country='China')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Figure 5\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "topics = [\"Topic 1 Global Inflation and Pandemic\",\n",
    "          \"Topic 2 Western Partisan Politics\",\n",
    "          \"Topic 3 BRICS and International Cooperation\",\n",
    "          \"Topic 4 Taiwan Sovereignty Issue\",\n",
    "          \"Topic 5 Russia-Ukraine War\",\n",
    "          \"Topic 6 Cultural and Technical Exchange\",\n",
    "          \"Topic 7 Disasters and Accidents\",\n",
    "          \"Topic 8 Sanction and Finance\",\n",
    "          \"Topic 9 NATO Expansion\",\n",
    "          \"Topic 10 Energy Trade and Price\"]\n",
    "def plot_sentiment_by_topic_dots(bloc_ft, target_country, topics):\n",
    "  \n",
    "    filtered_data = bloc_ft[bloc_ft['Topic_stm_weight'] > 0.8]\n",
    "    country_list = ['Argentina', 'Brazil', 'BRICS', 'Finland', 'France', 'Hungary', 'Iran', 'Italy', 'Kazakhstan', 'NATO',\n",
    "                   'Poland', 'Sweden', 'Turkey', 'Britain', 'USA', 'Russia', 'Vietnam', 'Israel', 'Singapore', 'EU',\n",
    "                   'Germany', 'India', 'China']\n",
    "    country_list.remove(target_country)\n",
    "    target_only_data = filtered_data[(filtered_data[target_country] == 1) & (filtered_data[country_list].sum(axis=1) == 0)]\n",
    "    grouped_target_sentiment = target_only_data.groupby(['Side', 'Topic_stm'])['sentiment_ft'].mean().reset_index()\n",
    "    china_sentiment = grouped_target_sentiment[grouped_target_sentiment['Side'] == 'China'].copy()\n",
    "    russia_sentiment = grouped_target_sentiment[grouped_target_sentiment['Side'] == 'Russia'].copy()\n",
    "    china_sentiment['Topic_name'] = china_sentiment['Topic_stm'].apply(lambda x: topics[x-1])\n",
    "    russia_sentiment['Topic_name'] = russia_sentiment['Topic_stm'].apply(lambda x: topics[x-1])\n",
    "    china_sentiment['color'] = china_sentiment['sentiment_ft'].apply(lambda x: 'red' if x > 0 else 'blue')\n",
    "    russia_sentiment['color'] = russia_sentiment['sentiment_ft'].apply(lambda x: 'red' if x > 0 else 'blue')\n",
    "    fig, axes = plt.subplots(nrows=2, ncols=1, figsize=(15, 12))\n",
    "    axes[0].scatter(china_sentiment['Topic_name'], china_sentiment['sentiment_ft'], color=china_sentiment['color'], s=100)\n",
    "    axes[0].axhline(y=0, color='black', linewidth=2)\n",
    "    axes[0].set_title(f'Sentiment of China towards {target_country} on Different Topics')\n",
    "    axes[0].set_ylabel('Sentiment Score')\n",
    "    axes[0].tick_params(axis='x', rotation=45)\n",
    "    axes[1].scatter(russia_sentiment['Topic_name'], russia_sentiment['sentiment_ft'], color=russia_sentiment['color'], s=100)\n",
    "    axes[1].axhline(y=0, color='black', linewidth=2)\n",
    "    axes[1].set_title(f'Sentiment of Russia towards {target_country} on Different Topics')\n",
    "    axes[1].set_ylabel('Sentiment Score')\n",
    "    axes[1].tick_params(axis='x', rotation=45)\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "plot_sentiment_by_topic_dots(bloc_ft, 'USA', topics)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Figure 6_a\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_sentiment_by_topic_dots(bloc_ft, target_country, topics):\n",
    "    filtered_data = bloc_ft[bloc_ft['Topic_stm_weight'] > 0.8]\n",
    "    country_list = ['Argentina', 'Brazil', 'BRICS', 'Finland', 'France', 'Hungary', 'Iran', 'Italy', 'Kazakhstan', 'NATO',\n",
    "                   'Poland', 'Sweden', 'Turkey', 'Britain', 'USA', 'Russia', 'Vietnam', 'Israel', 'Singapore', 'EU',\n",
    "                   'Germany', 'India', 'China']\n",
    "    country_list.remove(target_country)\n",
    "    target_only_data = filtered_data[(filtered_data[target_country] == 1) & (filtered_data[country_list].sum(axis=1) == 0)]\n",
    "    grouped_target_sentiment = target_only_data.groupby(['Side', 'Topic_stm'])['sentiment_ft'].mean().reset_index()\n",
    "    china_sentiment = grouped_target_sentiment[grouped_target_sentiment['Side'] == 'China'].copy()\n",
    "    russia_sentiment = grouped_target_sentiment[grouped_target_sentiment['Side'] == 'Russia'].copy()\n",
    "    china_sentiment['Topic_name'] = china_sentiment['Topic_stm'].apply(lambda x: topics[x-1])\n",
    "    russia_sentiment['Topic_name'] = russia_sentiment['Topic_stm'].apply(lambda x: topics[x-1])\n",
    "    china_sentiment['color'] = china_sentiment['sentiment_ft'].apply(lambda x: 'red' if x > 0 else 'blue')\n",
    "    russia_sentiment['color'] = russia_sentiment['sentiment_ft'].apply(lambda x: 'red' if x > 0 else 'blue')\n",
    "    fig, axes = plt.subplots(nrows=2, ncols=1, figsize=(15, 12))\n",
    "    axes[0].scatter(china_sentiment['Topic_name'], china_sentiment['sentiment_ft'], color=china_sentiment['color'], s=100)\n",
    "    axes[0].axhline(y=0, color='black', linewidth=2)\n",
    "    axes[0].set_title(f'Sentiment of China towards {target_country} on Different Topics')\n",
    "    axes[0].set_ylabel('Sentiment Score')\n",
    "    axes[0].tick_params(axis='x', rotation=45)\n",
    "    axes[1].scatter(russia_sentiment['Topic_name'], russia_sentiment['sentiment_ft'], color=russia_sentiment['color'], s=100)\n",
    "    axes[1].axhline(y=0, color='black', linewidth=2)\n",
    "    axes[1].set_title(f'Sentiment of Russia towards {target_country} on Different Topics')\n",
    "    axes[1].set_ylabel('Sentiment Score')\n",
    "    axes[1].tick_params(axis='x', rotation=45)\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "plot_sentiment_by_topic_dots(bloc_ft, 'France', topics)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Figure 6_b   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_sentiment_by_topic_dots(bloc_ft, target_country, topics):\n",
    "    filtered_data = bloc_ft[bloc_ft['Topic_stm_weight'] > 0.8]\n",
    "    country_list = ['Argentina', 'Brazil', 'BRICS', 'Finland', 'France', 'Hungary', 'Iran', 'Italy', 'Kazakhstan', 'NATO',\n",
    "                   'Poland', 'Sweden', 'Turkey', 'Britain', 'USA', 'Russia', 'Vietnam', 'Israel', 'Singapore', 'EU',\n",
    "                   'Germany', 'India', 'China']\n",
    "    country_list.remove(target_country)\n",
    "    target_only_data = filtered_data[(filtered_data[target_country] == 1) & (filtered_data[country_list].sum(axis=1) == 0)]\n",
    "    grouped_target_sentiment = target_only_data.groupby(['Side', 'Topic_stm'])['sentiment_ft'].mean().reset_index()\n",
    "    china_sentiment = grouped_target_sentiment[grouped_target_sentiment['Side'] == 'China'].copy()\n",
    "    russia_sentiment = grouped_target_sentiment[grouped_target_sentiment['Side'] == 'Russia'].copy()\n",
    "    china_sentiment['Topic_name'] = china_sentiment['Topic_stm'].apply(lambda x: topics[x-1])\n",
    "    russia_sentiment['Topic_name'] = russia_sentiment['Topic_stm'].apply(lambda x: topics[x-1])\n",
    "    china_sentiment['color'] = china_sentiment['sentiment_ft'].apply(lambda x: 'red' if x > 0 else 'blue')\n",
    "    russia_sentiment['color'] = russia_sentiment['sentiment_ft'].apply(lambda x: 'red' if x > 0 else 'blue')\n",
    "    fig, axes = plt.subplots(nrows=2, ncols=1, figsize=(15, 12))\n",
    "    axes[0].scatter(china_sentiment['Topic_name'], china_sentiment['sentiment_ft'], color=china_sentiment['color'], s=100)\n",
    "    axes[0].axhline(y=0, color='black', linewidth=2)\n",
    "    axes[0].set_title(f'Sentiment of China towards {target_country} on Different Topics')\n",
    "    axes[0].set_ylabel('Sentiment Score')\n",
    "    axes[0].tick_params(axis='x', rotation=45)\n",
    "    axes[1].scatter(russia_sentiment['Topic_name'], russia_sentiment['sentiment_ft'], color=russia_sentiment['color'], s=100)\n",
    "    axes[1].axhline(y=0, color='black', linewidth=2)\n",
    "    axes[1].set_title(f'Sentiment of Russia towards {target_country} on Different Topics')\n",
    "    axes[1].set_ylabel('Sentiment Score')\n",
    "    axes[1].tick_params(axis='x', rotation=45)\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "plot_sentiment_by_topic_dots(bloc_ft, 'Germany', topics)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Figure 7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<function __main__.plot_sentiment_over_time(data, side, countries, distinct_colors)>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "from matplotlib.ticker import MaxNLocator\n",
    "\n",
    "countries_china_media = ['France', 'NATO', 'USA', 'EU','Kazakhstan', 'Russia']\n",
    "countries_russia_media = ['France', 'NATO', 'USA', 'EU','Kazakhstan', 'China']\n",
    "distinct_colors_china = [\n",
    "   '#1f77b4', '#ff7f0e', '#2ca02c', '#d62728', '#9467bd', \n",
    "   '#8c564b', '#e377c2', '#7f7f7f', '#bcbd22', '#17becf',\n",
    "   '#592e83'  \n",
    "]\n",
    "distinct_colors_russia = [\n",
    "   '#1f77b4', '#ff7f0e', '#2ca02c', '#d62728', '#9467bd', \n",
    "   '#8c564b', '#e377c2', '#7f7f7f', '#bcbd22', '#17becf',\n",
    "   '#592e83'  \n",
    "]\n",
    "\n",
    "def plot_sentiment_over_time(data, side, countries, distinct_colors):\n",
    "    plt.figure(figsize=(15, 7))  \n",
    "    side_data = data[data['Side'] == side]\n",
    "\n",
    "    for idx, country in enumerate(countries):\n",
    "        \n",
    "        if country == 'Russia' and side == 'China':\n",
    "            country_data = side_data[(side_data['BRICS'] == 1)]\n",
    "        elif country == 'China' and side == 'Russia':\n",
    "            country_data = side_data[(side_data['BRICS'] == 1)]\n",
    "        else:\n",
    "            country_data = side_data[side_data[country] == 1]\n",
    "        \n",
    "        if country not in ['China', 'Russia']:\n",
    "            country_data = country_data[country_data[countries].sum(axis=1) == 1]\n",
    "        \n",
    "        monthly_sentiment = country_data.groupby('year_month')['sentiment_ft'].mean()\n",
    "\n",
    "        plt.plot(monthly_sentiment.index.astype(str), monthly_sentiment, '-o', label=country, color=distinct_colors[idx], markersize=4)\n",
    "\n",
    "        if len(monthly_sentiment) > 0:\n",
    "            plt.text(monthly_sentiment.index[-1], monthly_sentiment.iloc[-1], \n",
    "                     f'{monthly_sentiment.iloc[-1]:.2f}', color=distinct_colors[idx])\n",
    "\n",
    "    plt.title(f\"Sentiment towards other countries over time by {side} media\")\n",
    "    plt.ylabel('Average Sentiment')\n",
    "    plt.xlabel('Time (Year-Month)')\n",
    "    plt.axhline(0, color='black', linewidth=0.5)\n",
    "    plt.xticks(rotation=45)\n",
    "    plt.gca().xaxis.set_major_locator(MaxNLocator(integer=True))\n",
    "    plt.legend(title='Country', loc='upper left', bbox_to_anchor=(1, 1))\n",
    "    plt.tight_layout(rect=[0,0,0.85,1]) \n",
    "    plt.show()\n",
    "bloc_ft['date'] = pd.to_datetime(bloc_ft['date'])\n",
    "bloc_ft['year_month'] = bloc_ft['date'].dt.strftime('%Y-%m') \n",
    "\n",
    "plot_sentiment_over_time(bloc_ft, 'China', countries_china_media, distinct_colors_china)\n",
    "plot_sentiment_over_time(bloc_ft, 'Russia', countries_russia_media, distinct_colors_russia)\n",
    "plot_sentiment_over_time\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Appendix Figure A4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 863.5x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "df = pd.read_excel('data/FT_Evaluation.xlsx')\n",
    "\n",
    "sns.set_palette('colorblind')\n",
    "\n",
    "g = sns.relplot(x='Epoch', y='value', hue='variable', kind='line', data=pd.melt(df, id_vars=['Epoch'], value_vars=['F1 Macro', 'Accuracy']), height=5, aspect=1.5, marker=\"o\")\n",
    "\n",
    "plt.title('Model Training Metrics')\n",
    "plt.ylabel('Value', size=12)\n",
    "plt.xlabel('Epochs', size=12)\n",
    "plt.xlim(0, 11)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "accept",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
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